Следене
Laurens Devos
Laurens Devos
Потвърден имейл адрес: cs.kuleuven.be - Начална страница
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Позовавания
Позовавания
Година
Decision trees: from efficient prediction to responsible AI
H Blockeel, L Devos, B Frénay, G Nanfack, S Nijssen
Frontiers in Artificial Intelligence 6, 1124553, 2023
242023
Fast gradient boosting decision trees with bit-level data structures
L Devos, W Meert, J Davis
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020
182020
Versatile verification of tree ensembles
L Devos, W Meert, J Davis
International Conference on Machine Learning, 2654-2664, 2021
172021
Verifying tree ensembles by reasoning about potential instances
L Devos, W Meert, J Davis
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021
14*2021
Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned.
J Davis, L Bransen, L Devos, W Meert, P Robberechts, J Van Haaren, ...
EBeM@ IJCAI, 2022
132022
Gradient boosting for quantitative finance
J Davis, L Devos, S Reyners, W Schoutens
Journal of Computational Finance 24 (4), 2020
112020
Detecting evasion attacks in deployed tree ensembles
L Devos, L Perini, W Meert, J Davis
Joint European conference on machine learning and knowledge discovery in …, 2023
5*2023
Robustness Verification of Multi-Class Tree Ensembles
L Devos, L Cascioli, J Davis
Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21019 …, 2024
12024
Traffic patterns revealed through matrix functions and map matching
L Devos
Master thesis, Katholieke Universiteit Leuven, 2018
12018
Methodology and evaluation in sports analytics: challenges, approaches, and lessons learned
J Davis, L Bransen, L Devos, A Jaspers, W Meert, P Robberechts, ...
Machine Learning, 1-34, 2024
2024
Faster Repeated Evasion Attacks in Tree Ensembles
L Cascioli, L Devos, O Kuželka, J Davis
arXiv preprint arXiv:2402.08586, 2024
2024
Faster Robustness Verification by Exploiting Repeated Structure in Adversarial Examples
L Cascioli, L Devos, J Davis
Proceedings of Verifying Learning AI Systems Workshop, 2023
2023
Multi-class Robustness Verification for Tree Ensembles
L Cascioli, L Devos, J Davis
Proceedings of the Verifying Learning AI Systems Workshop, 2023
2023
Bitpaths: compressing datasets without decreasing predictive performance
L Nuyts, L Devos, W Meert, J Davis
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
2022
Versatile Verification of Tree Ensembles–Supplement
L Devos, W Meert, J Davis
VERITAS 10 (15), 20, 0
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